The Artificial Intelligence Revolution in New-Product Development

Q1 Business, Management and Accounting IEEE Engineering Management Review Pub Date : 2023-11-28 DOI:10.1109/EMR.2023.3336834
Robert G. Cooper
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Abstract

Artificial Intelligence (AI) is poised to revolutionize all aspects of business, particularly new-product development (NPD). Currently, our approach to NPD has remained largely unchanged for decades, yielding stubbornly poor results: only 30% of NP development projects become commercial successes . However, the AI revolution is set to alter this landscape significantly! Leading early adopter firms demonstrate that AI not only finds many applications in NPD but also offers substantial payoffs, such as 50% reductions in development times. This article provides an outline of the diverse and powerful applications of AI in NPD, offering numerous examples from leading companies. Examples include GE's use of digital models and twins to quickly test product designs in turbine development; BASFs use of AI to identify new molecules for use in customer formulations; and AI to generate new-product ideas, identify new-product opportunities, and even create new-product concepts. Our exploratory journey begins at the idea stage and traverses the entire new-product process to the postlaunch period. While AI might still resemble science fiction to many, that future is no longer fiction—it is here now. AI has arrived in full force! With an adoption window of about 13 years, the time is now to embrace AI in NPD in your business. AI will become a major milestone in NPD, perhaps the most important, within the decade.
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新产品开发中的人工智能革命
人工智能(AI)有望彻底改变商业的方方面面,尤其是新产品开发(NPD)。目前,我们的新产品开发方法几十年来基本未变,结果却很糟糕:只有 30% 的新产品开发项目取得了商业成功。然而,人工智能革命将极大地改变这一格局!领先的早期采用者公司证明,人工智能不仅在新产品开发中得到广泛应用,而且还能带来可观的回报,例如将开发时间缩短 50%。本文概述了人工智能在 NPD 中的各种强大应用,并列举了许多领先公司的实例。例如,通用电气公司利用数字模型和双胞胎快速测试涡轮机开发中的产品设计;巴斯夫公司利用人工智能识别客户配方中使用的新分子;以及利用人工智能生成新产品创意、识别新产品机会,甚至创建新产品概念。我们的探索之旅从创意阶段开始,贯穿整个新产品流程,直至产品上市后。虽然对许多人来说,人工智能可能仍像科幻小说,但未来已不再是虚构的--它现在就在这里。人工智能已经全面到来!人工智能的应用窗口期约为 13 年,现在正是企业在新产品开发中采用人工智能的时候。人工智能将成为 NPD 的一个重要里程碑,也许是十年内最重要的里程碑。
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来源期刊
IEEE Engineering Management Review
IEEE Engineering Management Review Business, Management and Accounting-Management of Technology and Innovation
CiteScore
7.40
自引率
0.00%
发文量
97
期刊介绍: Reprints articles from other publications of significant interest to members. The papers are aimed at those engaged in managing research, development, or engineering activities. Reprints make it possible for the readers to receive the best of today"s literature without having to subscribe to and read other periodicals.
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